수원시 선거구 획정.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ef11b2bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.cluster import KMeans\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import folium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "55c16763",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SERIAL</th>\n",
       "      <th>ADMCD</th>\n",
       "      <th>ADMNM</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1100000000</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>954919</td>\n",
       "      <td>1950195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1111000000</td>\n",
       "      <td>서울특별시 종로구</td>\n",
       "      <td>953003</td>\n",
       "      <td>1955642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>1111051000</td>\n",
       "      <td>서울특별시 종로구 청운동</td>\n",
       "      <td>953064</td>\n",
       "      <td>1954062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>1111051500</td>\n",
       "      <td>서울특별시 종로구 청운효자동</td>\n",
       "      <td>953064</td>\n",
       "      <td>1954062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>1111052000</td>\n",
       "      <td>서울특별시 종로구 효자동</td>\n",
       "      <td>953064</td>\n",
       "      <td>1954062</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "   SERIAL       ADMCD            ADMNM       X        Y\n",
       "0       0  1100000000            서울특별시  954919  1950195\n",
       "1       1  1111000000        서울특별시 종로구  953003  1955642\n",
       "2       2  1111051000    서울특별시 종로구 청운동  953064  1954062\n",
       "3       3  1111051500  서울특별시 종로구 청운효자동  953064  1954062\n",
       "4       4  1111052000    서울특별시 종로구 효자동  953064  1954062"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# https://github.com/vuski/admdongkor 참조. 여기서 데이터 받아왔음.\n",
    "\n",
    "df = pd.read_csv('coordinate_UTMK_이름포함.tsv', sep='\\t')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6d0d5a65",
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ADMNM</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>ADMCD</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1608</th>\n",
       "      <td>경기도 수원시 장안구</td>\n",
       "      <td>956043</td>\n",
       "      <td>1924450</td>\n",
       "      <td>4111100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1609</th>\n",
       "      <td>경기도 수원시 장안구 신안동</td>\n",
       "      <td>957033</td>\n",
       "      <td>1920272</td>\n",
       "      <td>4111153000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1610</th>\n",
       "      <td>경기도 수원시 장안구 화서1동</td>\n",
       "      <td>955819</td>\n",
       "      <td>1920262</td>\n",
       "      <td>4111154000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1611</th>\n",
       "      <td>경기도 수원시 장안구 화서2동</td>\n",
       "      <td>954907</td>\n",
       "      <td>1920578</td>\n",
       "      <td>4111155000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1612</th>\n",
       "      <td>경기도 수원시 장안구 파장동</td>\n",
       "      <td>954636</td>\n",
       "      <td>1924765</td>\n",
       "      <td>4111156000</td>\n",
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      "text/plain": [
       "                 ADMNM       X        Y       ADMCD\n",
       "1608       경기도 수원시 장안구  956043  1924450  4111100000\n",
       "1609   경기도 수원시 장안구 신안동  957033  1920272  4111153000\n",
       "1610  경기도 수원시 장안구 화서1동  955819  1920262  4111154000\n",
       "1611  경기도 수원시 장안구 화서2동  954907  1920578  4111155000\n",
       "1612   경기도 수원시 장안구 파장동  954636  1924765  4111156000"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['ADMNM']=='경기도 수원시 장안구'].index #1608. 수원시 시작 idx\n",
    "df[df['ADMNM']=='경기도 성남시 수정구'].index # 1690. 수원시 이후 시작 idx. 이건 그냥 노가다로 진행.\n",
    "df_suwon = df.loc[1608:1690-1, ['ADMNM', 'X', 'Y', 'ADMCD']]\n",
    "df_suwon.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5bbf3f20",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>구</th>\n",
       "      <th>구·동</th>\n",
       "      <th>세대수</th>\n",
       "      <th>인구_합계</th>\n",
       "      <th>인구_내국인_인구수_계</th>\n",
       "      <th>인구_내국인_인구수_남</th>\n",
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       "      <th>인구_내국인_전월말인구수</th>\n",
       "      <th>인구_내국인_인구증감전월대비</th>\n",
       "      <th>외국인_계</th>\n",
       "      <th>외국인_남</th>\n",
       "      <th>외국인_여</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>장안구</td>\n",
       "      <td>파장동</td>\n",
       "      <td>10578</td>\n",
       "      <td>22899</td>\n",
       "      <td>22531</td>\n",
       "      <td>11400</td>\n",
       "      <td>11131</td>\n",
       "      <td>22900</td>\n",
       "      <td>-1</td>\n",
       "      <td>368</td>\n",
       "      <td>181</td>\n",
       "      <td>187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>장안구</td>\n",
       "      <td>율천동</td>\n",
       "      <td>19805</td>\n",
       "      <td>43049</td>\n",
       "      <td>41011</td>\n",
       "      <td>21654</td>\n",
       "      <td>19357</td>\n",
       "      <td>43202</td>\n",
       "      <td>-153</td>\n",
       "      <td>2038</td>\n",
       "      <td>1187</td>\n",
       "      <td>851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>장안구</td>\n",
       "      <td>정자1동</td>\n",
       "      <td>10828</td>\n",
       "      <td>28164</td>\n",
       "      <td>27934</td>\n",
       "      <td>13715</td>\n",
       "      <td>14219</td>\n",
       "      <td>28221</td>\n",
       "      <td>-57</td>\n",
       "      <td>230</td>\n",
       "      <td>106</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>장안구</td>\n",
       "      <td>정자2동</td>\n",
       "      <td>15128</td>\n",
       "      <td>36765</td>\n",
       "      <td>36302</td>\n",
       "      <td>17798</td>\n",
       "      <td>18504</td>\n",
       "      <td>36859</td>\n",
       "      <td>-94</td>\n",
       "      <td>463</td>\n",
       "      <td>215</td>\n",
       "      <td>248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>장안구</td>\n",
       "      <td>정자3동</td>\n",
       "      <td>14174</td>\n",
       "      <td>40346</td>\n",
       "      <td>40157</td>\n",
       "      <td>20043</td>\n",
       "      <td>20114</td>\n",
       "      <td>40392</td>\n",
       "      <td>-46</td>\n",
       "      <td>189</td>\n",
       "      <td>88</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     구   구·동    세대수  인구_합계  인구_내국인_인구수_계  인구_내국인_인구수_남  인구_내국인_인구수_여  \\\n",
       "0  장안구   파장동  10578  22899         22531         11400         11131   \n",
       "1  장안구   율천동  19805  43049         41011         21654         19357   \n",
       "2  장안구  정자1동  10828  28164         27934         13715         14219   \n",
       "3  장안구  정자2동  15128  36765         36302         17798         18504   \n",
       "4  장안구  정자3동  14174  40346         40157         20043         20114   \n",
       "\n",
       "   인구_내국인_전월말인구수  인구_내국인_인구증감전월대비  외국인_계  외국인_남  외국인_여  \n",
       "0          22900               -1    368    181    187  \n",
       "1          43202             -153   2038   1187    851  \n",
       "2          28221              -57    230    106    124  \n",
       "3          36859              -94    463    215    248  \n",
       "4          40392              -46    189     88    101  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 인구 data 받기. 출처 : 수원시청 홈페이지\n",
    "\n",
    "df_population = pd.read_excel(\"2023년6월말기준.xls\")\n",
    "df_population.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d15ac104",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>구</th>\n",
       "      <th>구·동</th>\n",
       "      <th>인구_합계</th>\n",
       "      <th>시군구</th>\n",
       "      <th>X</th>\n",
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       "      <th>0</th>\n",
       "      <td>장안구</td>\n",
       "      <td>파장동</td>\n",
       "      <td>22899</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>장안구</td>\n",
       "      <td>율천동</td>\n",
       "      <td>43049</td>\n",
       "      <td>장안구 율천동</td>\n",
       "      <td>952896</td>\n",
       "      <td>1922591</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>장안구</td>\n",
       "      <td>정자1동</td>\n",
       "      <td>28164</td>\n",
       "      <td>장안구 정자1동</td>\n",
       "      <td>954629</td>\n",
       "      <td>1923101</td>\n",
       "      <td>4111157100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>장안구</td>\n",
       "      <td>정자2동</td>\n",
       "      <td>36765</td>\n",
       "      <td>장안구 정자2동</td>\n",
       "      <td>955482</td>\n",
       "      <td>1921579</td>\n",
       "      <td>4111157200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>장안구</td>\n",
       "      <td>정자3동</td>\n",
       "      <td>40346</td>\n",
       "      <td>장안구 정자3동</td>\n",
       "      <td>954637</td>\n",
       "      <td>1922219</td>\n",
       "      <td>4111157300</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     구   구·동  인구_합계       시군구       X        Y       ADMCD\n",
       "0  장안구   파장동  22899   장안구 파장동  954636  1924765  4111156000\n",
       "1  장안구   율천동  43049   장안구 율천동  952896  1922591  4111156600\n",
       "2  장안구  정자1동  28164  장안구 정자1동  954629  1923101  4111157100\n",
       "3  장안구  정자2동  36765  장안구 정자2동  955482  1921579  4111157200\n",
       "4  장안구  정자3동  40346  장안구 정자3동  954637  1922219  4111157300"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 필요한 data만 정리\n",
    "\n",
    "df1 = df_population.loc[0:, ['구', '구·동', '인구_합계']]\n",
    "\n",
    "df1[\"시군구\"] = df1[\"구\"] + \" \" + df1[\"구·동\"] # 시군구 이름 정리\n",
    "\n",
    "# 좌표 행 추가.\n",
    "df1['X'] = 0\n",
    "df1['Y'] = 0\n",
    "df1['ADMCD'] = 0\n",
    "for i in range(0, df1.shape[0]):\n",
    "    row = df1.iloc[i][\"시군구\"]\n",
    "    x_idx = df_suwon[df_suwon['ADMNM'].str.contains(row)][\"X\"].head(1)\n",
    "    y_idx = df_suwon[df_suwon['ADMNM'].str.contains(row)][\"Y\"].head(1)\n",
    "    admcd = df_suwon[df_suwon['ADMNM'].str.contains(row)][\"ADMCD\"].head(1)\n",
    "    \n",
    "    df1.iat[i, 2] = int(df1.iat[i,2]) # 2021행(인구)가 string이라 int로 바꿈\n",
    "    df1.iat[i, 4] = int(x_idx.values)\n",
    "    df1.iat[i, 5] = int(y_idx.values)\n",
    "    df1.iat[i, 6] = int(admcd.values)\n",
    "df1.head()   #shape(44, 6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e8a3cc77",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df_suwon_idx = df1.loc[0:, ['X', 'Y']] #(44,2). 클러스터링을 위해 좌표만 추출.\n",
    "\n",
    "# 20대 선거구 획정시 단위 선거구당 최대/최소 인구. 이것은 이미 설정된 것\n",
    "maxPeopleNum = 310053   \n",
    "minPeopleNum = 103351\n",
    "\n",
    "model = KMeans(n_clusters = 5, n_init=10)\n",
    "ansList = []\n",
    "ansClusteredList=[]\n",
    "num_failure = 0\n",
    "\n",
    "# range 횟수를 늘려가며 클러스터링 진행. 다양한 클러스터링 case 중에서 인구 조건을 만족하는 것을 중첩되지 않게 저장\n",
    "# range 횟수가 증가할수록 도출되는 클러스터 case 개수가 일정 값으로 수렴하기 때문에 무작정 range 횟수를 반복하지 않았음\n",
    "# 100 -> 500 -> 1000 -> ... 해서 ansList의 크기가 일정값에 수렴한다고 판단되면 클러스터링 과정 완료함\n",
    "for i in range(100) :\n",
    "    model.fit(df_suwon_idx)\n",
    "    df1[\"cluster\"] = model.labels_\n",
    "    \n",
    "    tempList=[]\n",
    "    for j in range(5) :\n",
    "        tempSum = df1[df1['cluster']==j][\"인구_합계\"].sum()\n",
    "        if not (tempSum>= minPeopleNum and tempSum<= maxPeopleNum) : \n",
    "            num_failure +=1\n",
    "            break\n",
    "        else : tempList.append(tempSum)\n",
    "            \n",
    "        if(j==4) :\n",
    "            tempList.sort()\n",
    "            if tempList not in ansList:\n",
    "                ansList.append(tempList)\n",
    "                ansClusteredList.append(model.labels_)\n",
    "            \n",
    "\n",
    "#df_suwon[df_suwon['cluster']==0]\n",
    "#sns.scatterplot(x=\"X\", y=\"Y\", hue=\"cluster\", data=df1, palette=\"Set2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b1d9f718",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[213254, 221921, 231945, 259422, 300771]\n",
      "[221921, 231945, 232826, 239006, 301615]\n",
      "[221921, 231945, 232826, 259422, 281199]\n",
      "[214110, 221921, 232826, 279139, 279317]\n",
      "[171061, 221921, 231945, 300771, 301615]\n",
      "[213254, 221921, 236946, 275875, 279317]\n",
      "[214110, 221921, 231945, 257722, 301615]\n",
      "[221921, 232826, 239006, 254243, 279317]\n",
      "[212050, 213254, 221921, 279317, 300771]\n",
      "[210969, 213254, 223002, 279317, 300771]\n",
      "[221921, 231945, 238150, 259422, 275875]\n",
      "[210969, 213254, 247898, 275875, 279317]\n",
      "12\n",
      "4\n"
     ]
    }
   ],
   "source": [
    "#차례대로 클러스터링 진행한 결과 각각의 선거구별 인구 수, 도출된 가능한 선거구 획정의 case, 실패한 횟수(인구 조건 미충족. 단순 확인용)\n",
    "\n",
    "for i in range(len(ansList)) :\n",
    "    print(ansList[i])\n",
    "print(len(ansList))\n",
    "print(num_failure)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "542c8941",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1 1 1 1 1 1 1 1 1 1 2 2 2 3 3 3 3 3 2 2 0 3 2 2 2 2 2 1 4 4 4 2 4 4 0 4 4\n",
      " 4 4 0 0 0 0 0]\n",
      "[1 4 1 1 1 1 1 1 1 1 0 0 0 0 4 4 4 4 0 0 2 4 0 0 0 0 0 4 3 3 3 0 3 3 2 3 3\n",
      " 3 3 2 2 2 2 2]\n",
      "[0 2 0 0 0 0 0 0 0 0 1 1 1 2 2 2 2 2 1 1 4 2 1 1 1 1 1 2 3 3 3 1 3 3 4 3 3\n",
      " 3 3 4 4 4 4 4]\n",
      "[1 3 1 1 1 1 1 1 1 1 0 0 0 0 3 3 3 3 0 4 4 3 0 0 0 0 0 0 2 2 2 0 2 2 4 2 2\n",
      " 2 2 4 4 4 4 4]\n",
      "[4 4 4 4 4 4 4 4 4 4 0 0 0 0 2 2 2 2 0 0 1 2 0 0 0 0 0 4 3 3 3 0 3 3 1 3 3\n",
      " 3 3 1 1 1 1 1]\n",
      "[1 1 1 1 1 1 1 1 1 1 2 2 2 4 4 4 4 4 2 3 3 4 2 2 2 2 2 2 0 0 0 2 0 0 3 0 0\n",
      " 0 0 3 3 3 3 3]\n",
      "[2 3 2 2 2 2 2 2 2 2 1 1 1 1 3 3 3 3 1 1 4 3 1 1 1 1 1 2 0 0 0 1 0 0 4 0 0\n",
      " 0 0 4 4 4 4 4]\n",
      "[4 1 4 4 4 4 4 4 4 4 2 2 2 2 1 1 1 1 2 3 3 1 2 2 2 2 2 1 0 0 0 2 0 0 3 0 0\n",
      " 0 0 3 3 3 3 3]\n",
      "[1 1 1 1 1 1 1 1 1 1 2 2 2 3 3 3 3 3 2 0 0 3 2 2 2 2 2 1 4 4 4 2 4 4 0 4 4\n",
      " 4 4 0 0 0 0 0]\n",
      "[1 1 1 1 1 1 1 1 1 1 3 3 3 4 4 4 4 4 3 2 2 4 3 3 3 3 3 1 3 0 0 3 0 0 2 0 0\n",
      " 0 0 2 2 2 2 2]\n",
      "[1 1 1 1 1 1 1 1 1 1 0 0 0 2 2 2 2 2 0 0 3 2 0 0 0 0 0 2 4 4 4 0 4 4 3 4 4\n",
      " 4 4 3 3 3 3 3]\n",
      "[4 4 4 4 4 4 4 4 4 4 0 0 0 2 2 2 2 2 0 1 1 2 0 0 0 0 0 0 0 3 3 0 3 3 1 3 3\n",
      " 3 3 1 1 1 1 1]\n"
     ]
    }
   ],
   "source": [
    "# 도출된 선거구 획정 case 각각마다, 수원시 시군구가 어느 선거구에 속하는지 0~4로 표시된 것\n",
    "# ex : 2로 표시된 것은 같은 선거구로 묶인 시군구이다. \n",
    "# 시군구의 순서는 df1의 ['시군구'] 열 참조\n",
    "\n",
    "for i in range(len(ansClusteredList)) :\n",
    "    print(ansClusteredList[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c9b2fd4b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>구</th>\n",
       "      <th>구·동</th>\n",
       "      <th>인구_합계</th>\n",
       "      <th>시군구</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>ADMCD</th>\n",
       "      <th>cluster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>팔달구</td>\n",
       "      <td>지동</td>\n",
       "      <td>10952</td>\n",
       "      <td>팔달구 지동</td>\n",
       "      <td>957965</td>\n",
       "      <td>1920494</td>\n",
       "      <td>4111553000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>팔달구</td>\n",
       "      <td>우만1동</td>\n",
       "      <td>19854</td>\n",
       "      <td>팔달구 우만1동</td>\n",
       "      <td>958630</td>\n",
       "      <td>1920898</td>\n",
       "      <td>4111554100</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>팔달구</td>\n",
       "      <td>우만2동</td>\n",
       "      <td>17347</td>\n",
       "      <td>팔달구 우만2동</td>\n",
       "      <td>959001</td>\n",
       "      <td>1920256</td>\n",
       "      <td>4111554200</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>영통구</td>\n",
       "      <td>매탄1동</td>\n",
       "      <td>13251</td>\n",
       "      <td>영통구 매탄1동</td>\n",
       "      <td>959236</td>\n",
       "      <td>1919173</td>\n",
       "      <td>4111751000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>영통구</td>\n",
       "      <td>매탄2동</td>\n",
       "      <td>14605</td>\n",
       "      <td>영통구 매탄2동</td>\n",
       "      <td>960160</td>\n",
       "      <td>1919138</td>\n",
       "      <td>4111752000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>영통구</td>\n",
       "      <td>매탄4동</td>\n",
       "      <td>21026</td>\n",
       "      <td>영통구 매탄4동</td>\n",
       "      <td>960094</td>\n",
       "      <td>1918673</td>\n",
       "      <td>4111754000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>영통구</td>\n",
       "      <td>원천동</td>\n",
       "      <td>42027</td>\n",
       "      <td>영통구 원천동</td>\n",
       "      <td>961044</td>\n",
       "      <td>1919341</td>\n",
       "      <td>4111755000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>영통구</td>\n",
       "      <td>광교1동</td>\n",
       "      <td>53584</td>\n",
       "      <td>영통구 광교1동</td>\n",
       "      <td>959880</td>\n",
       "      <td>1921347</td>\n",
       "      <td>4111760000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>영통구</td>\n",
       "      <td>광교2동</td>\n",
       "      <td>29275</td>\n",
       "      <td>영통구 광교2동</td>\n",
       "      <td>961889</td>\n",
       "      <td>1921565</td>\n",
       "      <td>4111761000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      구   구·동  인구_합계       시군구       X        Y       ADMCD  cluster\n",
       "28  팔달구    지동  10952    팔달구 지동  957965  1920494  4111553000        1\n",
       "29  팔달구  우만1동  19854  팔달구 우만1동  958630  1920898  4111554100        1\n",
       "30  팔달구  우만2동  17347  팔달구 우만2동  959001  1920256  4111554200        1\n",
       "32  영통구  매탄1동  13251  영통구 매탄1동  959236  1919173  4111751000        1\n",
       "33  영통구  매탄2동  14605  영통구 매탄2동  960160  1919138  4111752000        1\n",
       "35  영통구  매탄4동  21026  영통구 매탄4동  960094  1918673  4111754000        1\n",
       "36  영통구   원천동  42027   영통구 원천동  961044  1919341  4111755000        1\n",
       "37  영통구  광교1동  53584  영통구 광교1동  959880  1921347  4111760000        1\n",
       "38  영통구  광교2동  29275  영통구 광교2동  961889  1921565  4111761000        1"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ansClusteredList가 n인 경우의 시군구 확인 용도\n",
    "df1[ansClusteredList[0]==4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "56e4f8cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 지도로 시각화\n",
    "\n",
    "import geopandas as gpd\n",
    "# 좌표 시작점 : 서울 추정\n",
    "latitude = 37.394946\n",
    "longitude = 127.111104\n",
    "geo_data = 'HangJeongDong_ver20230701.geojson' # https://github.com/vuski/admdongkor 참조\n",
    "\n",
    "kor = gpd.read_file('HangJeongDong_ver20230701.geojson', encoding='cp949')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6f34ed1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>adm_nm</th>\n",
       "      <th>adm_cd</th>\n",
       "      <th>adm_cd2</th>\n",
       "      <th>sgg</th>\n",
       "      <th>sido</th>\n",
       "      <th>sidonm</th>\n",
       "      <th>temp</th>\n",
       "      <th>sggnm</th>\n",
       "      <th>adm_cd8</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1145</th>\n",
       "      <td>경기도 수원시장안구 파장동</td>\n",
       "      <td>3101154</td>\n",
       "      <td>4111156000</td>\n",
       "      <td>41111</td>\n",
       "      <td>41</td>\n",
       "      <td>경기도</td>\n",
       "      <td>수원시장안구 파장동</td>\n",
       "      <td>수원시장안구</td>\n",
       "      <td>31011540</td>\n",
       "      <td>MULTIPOLYGON (((127.00612 37.33807, 127.00706 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1146</th>\n",
       "      <td>경기도 수원시장안구 율천동</td>\n",
       "      <td>3101155</td>\n",
       "      <td>4111156600</td>\n",
       "      <td>41111</td>\n",
       "      <td>41</td>\n",
       "      <td>경기도</td>\n",
       "      <td>수원시장안구 율천동</td>\n",
       "      <td>수원시장안구</td>\n",
       "      <td>31011550</td>\n",
       "      <td>MULTIPOLYGON (((126.97274 37.30552, 126.97304 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1147</th>\n",
       "      <td>경기도 수원시장안구 정자1동</td>\n",
       "      <td>3101156</td>\n",
       "      <td>4111157100</td>\n",
       "      <td>41111</td>\n",
       "      <td>41</td>\n",
       "      <td>경기도</td>\n",
       "      <td>수원시장안구 정자1동</td>\n",
       "      <td>수원시장안구</td>\n",
       "      <td>31011560</td>\n",
       "      <td>MULTIPOLYGON (((126.99709 37.30314, 126.99726 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1148</th>\n",
       "      <td>경기도 수원시장안구 정자2동</td>\n",
       "      <td>3101157</td>\n",
       "      <td>4111157200</td>\n",
       "      <td>41111</td>\n",
       "      <td>41</td>\n",
       "      <td>경기도</td>\n",
       "      <td>수원시장안구 정자2동</td>\n",
       "      <td>수원시장안구</td>\n",
       "      <td>31011570</td>\n",
       "      <td>MULTIPOLYGON (((127.00935 37.29537, 127.01096 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1149</th>\n",
       "      <td>경기도 수원시장안구 영화동</td>\n",
       "      <td>3101158</td>\n",
       "      <td>4111158000</td>\n",
       "      <td>41111</td>\n",
       "      <td>41</td>\n",
       "      <td>경기도</td>\n",
       "      <td>수원시장안구 영화동</td>\n",
       "      <td>수원시장안구</td>\n",
       "      <td>31011580</td>\n",
       "      <td>MULTIPOLYGON (((127.01761 37.28783, 127.01694 ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               adm_nm   adm_cd     adm_cd2    sgg sido sidonm         temp  \\\n",
       "1145   경기도 수원시장안구 파장동  3101154  4111156000  41111   41    경기도   수원시장안구 파장동   \n",
       "1146   경기도 수원시장안구 율천동  3101155  4111156600  41111   41    경기도   수원시장안구 율천동   \n",
       "1147  경기도 수원시장안구 정자1동  3101156  4111157100  41111   41    경기도  수원시장안구 정자1동   \n",
       "1148  경기도 수원시장안구 정자2동  3101157  4111157200  41111   41    경기도  수원시장안구 정자2동   \n",
       "1149   경기도 수원시장안구 영화동  3101158  4111158000  41111   41    경기도   수원시장안구 영화동   \n",
       "\n",
       "       sggnm   adm_cd8                                           geometry  \n",
       "1145  수원시장안구  31011540  MULTIPOLYGON (((127.00612 37.33807, 127.00706 ...  \n",
       "1146  수원시장안구  31011550  MULTIPOLYGON (((126.97274 37.30552, 126.97304 ...  \n",
       "1147  수원시장안구  31011560  MULTIPOLYGON (((126.99709 37.30314, 126.99726 ...  \n",
       "1148  수원시장안구  31011570  MULTIPOLYGON (((127.00935 37.29537, 127.01096 ...  \n",
       "1149  수원시장안구  31011580  MULTIPOLYGON (((127.01761 37.28783, 127.01694 ...  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#수원시 지역 경계만 추출\n",
    "\n",
    "suwon_idx = kor[kor['temp'].str.contains(\"수원시\")] #44개\n",
    "suwon_idx.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7c9d2aee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method NDFrame.head of       구   구·동  인구_합계       시군구       X        Y       ADMCD  cluster\n",
       "0   장안구   파장동  22899   장안구 파장동  954636  1924765  4111156000        4\n",
       "1   장안구   율천동  43049   장안구 율천동  952896  1922591  4111156600        2\n",
       "2   장안구  정자1동  28164  장안구 정자1동  954629  1923101  4111157100        4\n",
       "3   장안구  정자2동  36765  장안구 정자2동  955482  1921579  4111157200        4\n",
       "4   장안구  정자3동  40346  장안구 정자3동  954637  1922219  4111157300        4\n",
       "5   장안구   영화동  20817   장안구 영화동  956917  1921521  4111158000        4\n",
       "6   장안구   송죽동  19142   장안구 송죽동  955941  1923236  4111159100        4\n",
       "7   장안구  조원1동  29302  장안구 조원1동  957140  1922483  4111159700        4\n",
       "8   장안구  조원2동  17948  장안구 조원2동  957030  1923447  4111159800        4\n",
       "9   장안구   연무동  17443   장안구 연무동  957751  1924599  4111160000        4\n",
       "10  권선구  세류1동  10910  권선구 세류1동  956196  1918079  4111352000        0\n",
       "11  권선구  세류2동  25516  권선구 세류2동  956521  1916290  4111353000        0\n",
       "12  권선구  세류3동  19336  권선구 세류3동  956849  1917981  4111354000        0\n",
       "13  권선구    평동  42193    권선구 평동  953750  1916523  4111355000        0\n",
       "14  권선구   서둔동  38768   권선구 서둔동  954029  1919141  4111356000        2\n",
       "15  권선구   구운동  24171   권선구 구운동  953038  1920365  4111365000        2\n",
       "16  권선구   금곡동  44760   권선구 금곡동  951030  1919574  4111366200        2\n",
       "17  권선구  호매실동  45559  권선구 호매실동  951741  1918400  4111366400        2\n",
       "18  권선구  권선1동  25020  권선구 권선1동  957798  1917840  4111367000        0\n",
       "19  권선구  권선2동  47372  권선구 권선2동  957830  1916337  4111368000        0\n",
       "20  권선구   곡선동  36170   권선구 곡선동  958506  1915694  4111369000        3\n",
       "21  권선구   입북동  17803   권선구 입북동  951289  1921382  4111370000        2\n",
       "22  팔달구   행궁동  10614   팔달구 행궁동  957033  1920269  4111574000        0\n",
       "23  팔달구   매교동  22095   팔달구 매교동  956986  1919070  4111565000        0\n",
       "24  팔달구   매산동  12177   팔달구 매산동  956485  1919175  4111566000        0\n",
       "25  팔달구   고등동  23192   팔달구 고등동  955846  1919644  4111567000        0\n",
       "26  팔달구  화서1동  23086  팔달구 화서1동  955796  1920250  4111568000        0\n",
       "27  팔달구  화서2동  24896  팔달구 화서2동  954907  1920578  4111569000        2\n",
       "28  팔달구    지동  10952    팔달구 지동  957965  1920494  4111570000        1\n",
       "29  팔달구  우만1동  19854  팔달구 우만1동  958630  1920898  4111571000        1\n",
       "30  팔달구  우만2동  17347  팔달구 우만2동  959001  1920256  4111572000        1\n",
       "31  팔달구   인계동  40104   팔달구 인계동  958016  1918814  4111573000        0\n",
       "32  영통구  매탄1동  13251  영통구 매탄1동  959236  1919173  4111751000        1\n",
       "33  영통구  매탄2동  14605  영통구 매탄2동  960160  1919138  4111752000        1\n",
       "34  영통구  매탄3동  35756  영통구 매탄3동  960108  1917661  4111753000        3\n",
       "35  영통구  매탄4동  21026  영통구 매탄4동  960094  1918673  4111754000        1\n",
       "36  영통구   원천동  42027   영통구 원천동  961044  1919341  4111755000        1\n",
       "37  영통구  광교1동  53584  영통구 광교1동  959880  1921347  4111760000        1\n",
       "38  영통구  광교2동  29275  영통구 광교2동  961889  1921565  4111761000        1\n",
       "39  영통구  영통1동  34195  영통구 영통1동  962197  1917863  4111757000        3\n",
       "40  영통구  영통2동  26376  영통구 영통2동  961514  1916988  4111758000        3\n",
       "41  영통구  영통3동  33634  영통구 영통3동  962078  1917013  4111758500        3\n",
       "42  영통구  망포1동  32198  영통구 망포1동  960737  1915615  4111759300        3\n",
       "43  영통구  망포2동  33616  영통구 망포2동  959906  1915786  4111759600        3>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 경계 지역 데이터(suwon_idx)와 인구 및 좌표 포함 데이터(df1) 지역 코드 통일\n",
    "\n",
    "for i in range(0, df1.shape[0]):\n",
    "    row = df1.iloc[i][\"구·동\"]\n",
    "    admcd = suwon_idx[suwon_idx['adm_nm'].str.contains(row)][\"adm_cd2\"].head(1)\n",
    "    df1.iat[i, 6] = int(admcd.values)\n",
    "df1.head   #shape(44, 6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a04d62ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "# match 안 된 것 있는지 확인\n",
    "adm_cd_to_int = []\n",
    "\n",
    "for i in suwon_idx['adm_cd2'] :\n",
    "    adm_cd_to_int.append(int(i))\n",
    "    \n",
    "    \n",
    "for i in range(0, df1.shape[0]):\n",
    "    if df1.iat[i,6] not in adm_cd_to_int :\n",
    "        print(df1.iat[i,3])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "af648781",
   "metadata": {},
   "outputs": [
    {
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&quot;\\uc218\\uc6d0\\uc2dc\\uc601\\ud1b5\\uad6c&quot;, &quot;sido&quot;: &quot;41&quot;, &quot;sidonm&quot;: &quot;\\uacbd\\uae30\\ub3c4&quot;, &quot;temp&quot;: &quot;\\uc218\\uc6d0\\uc2dc\\uc601\\ud1b5\\uad6c \\ub9dd\\ud3ec2\\ub3d9&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
       "\n",
       "        \n",
       "    \n",
       "    var color_map_538bf35f94564bee3040d846be663b02 = {};\n",
       "\n",
       "    \n",
       "    color_map_538bf35f94564bee3040d846be663b02.color = d3.scale.threshold()\n",
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       "    \n",
       "\n",
       "    color_map_538bf35f94564bee3040d846be663b02.x = d3.scale.linear()\n",
       "              .domain([0.0, 4.0])\n",
       "              .range([0, 450 - 50]);\n",
       "\n",
       "    color_map_538bf35f94564bee3040d846be663b02.legend = L.control({position: &#x27;topright&#x27;});\n",
       "    color_map_538bf35f94564bee3040d846be663b02.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
       "    color_map_538bf35f94564bee3040d846be663b02.legend.addTo(map_aa13ae4bfc623b5207303d84d02c36be);\n",
       "\n",
       "    color_map_538bf35f94564bee3040d846be663b02.xAxis = d3.svg.axis()\n",
       "        .scale(color_map_538bf35f94564bee3040d846be663b02.x)\n",
       "        .orient(&quot;top&quot;)\n",
       "        .tickSize(1)\n",
       "        .tickValues([0.0, 0.8, 1.6, 2.4000000000000004, 3.2, 4.0]);\n",
       "\n",
       "    color_map_538bf35f94564bee3040d846be663b02.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)\n",
       "        .attr(&quot;id&quot;, &#x27;legend&#x27;)\n",
       "        .attr(&quot;width&quot;, 450)\n",
       "        .attr(&quot;height&quot;, 40);\n",
       "\n",
       "    color_map_538bf35f94564bee3040d846be663b02.g = color_map_538bf35f94564bee3040d846be663b02.svg.append(&quot;g&quot;)\n",
       "        .attr(&quot;class&quot;, &quot;key&quot;)\n",
       "        .attr(&quot;transform&quot;, &quot;translate(25,16)&quot;);\n",
       "\n",
       "    color_map_538bf35f94564bee3040d846be663b02.g.selectAll(&quot;rect&quot;)\n",
       "        .data(color_map_538bf35f94564bee3040d846be663b02.color.range().map(function(d, i) {\n",
       "          return {\n",
       "            x0: i ? color_map_538bf35f94564bee3040d846be663b02.x(color_map_538bf35f94564bee3040d846be663b02.color.domain()[i - 1]) : color_map_538bf35f94564bee3040d846be663b02.x.range()[0],\n",
       "            x1: i &lt; color_map_538bf35f94564bee3040d846be663b02.color.domain().length ? color_map_538bf35f94564bee3040d846be663b02.x(color_map_538bf35f94564bee3040d846be663b02.color.domain()[i]) : color_map_538bf35f94564bee3040d846be663b02.x.range()[1],\n",
       "            z: d\n",
       "          };\n",
       "        }))\n",
       "      .enter().append(&quot;rect&quot;)\n",
       "        .attr(&quot;height&quot;, 40 - 30)\n",
       "        .attr(&quot;x&quot;, function(d) { return d.x0; })\n",
       "        .attr(&quot;width&quot;, function(d) { return d.x1 - d.x0; })\n",
       "        .style(&quot;fill&quot;, function(d) { return d.z; });\n",
       "\n",
       "    color_map_538bf35f94564bee3040d846be663b02.g.call(color_map_538bf35f94564bee3040d846be663b02.xAxis).append(&quot;text&quot;)\n",
       "        .attr(&quot;class&quot;, &quot;caption&quot;)\n",
       "        .attr(&quot;y&quot;, 21)\n",
       "        .text(&quot;\\uc120\\uac70\\uad6c&quot;);\n",
       "&lt;/script&gt;\n",
       "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1c283cad2a0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 지도로 시각화. 색 구분\n",
    "\n",
    "m = folium.Map(location=[37.2782037, 126.9793158],  \n",
    "                    zoom_start=11)\n",
    "# Choropleth 레이어를 만들고, 맵 m에 추가합니다.\n",
    "folium.Choropleth(\n",
    "    geo_data=suwon_idx,\n",
    "    data=df1,\n",
    "    columns=('ADMCD', 'cluster'),\n",
    "    key_on='feature.properties.adm_cd2',\n",
    "    bins=5,\n",
    "    fill_color='BrBG',\n",
    "    legend_name='선거구',\n",
    "    nan_fill_opacity=0.5,\n",
    ").add_to(m)\n",
    "\n",
    "# 맵 m을 출력합니다.\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "97c7943a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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